{"id":"W2168648302","doi":"10.2304/ciec.2011.12.2.187","title":"Social Media in Health Research: An Example from Childcare Provider Message Boards","year":2011,"lang":"en","type":"article","venue":"Contemporary Issues in Early Childhood","topic":"Social Media and Politics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Social media; Focus group; Context (archaeology); Exploratory research; Public relations; The Internet; Psychology; Internet privacy; Sociology; World Wide Web; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002594407,0.0002360101,0.000572225,0.0003578815,0.0005994417,0.0001273174,0.0008127601,0.0003789973,0.0002687427],"category_scores_gemma":[0.0009323001,0.0002569571,0.0000872853,0.0008319184,0.0008148506,0.000863707,0.0001305894,0.0009541127,0.00005188896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002752009,"about_ca_system_score_gemma":0.001823912,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4961548,"about_ca_topic_score_gemma":0.1537531,"domain_scores_codex":[0.9936517,0.002935565,0.0006788652,0.0006040318,0.001056651,0.001073183],"domain_scores_gemma":[0.9981343,0.0007007096,0.0001703497,0.0003851775,0.0001420769,0.0004673542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00002724672,0.000338048,0.1206618,0.00000749423,0.00001225112,0.00004211142,0.8609175,2.569934e-8,0.000001501626,0.01217963,0.002176411,0.003636023],"study_design_scores_gemma":[0.001370243,0.000166766,0.5921844,0.0001535837,0.000003064124,1.952494e-7,0.3147363,7.191327e-7,0.00005804991,0.05535987,0.03562651,0.0003402681],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9585792,0.003366365,0.000001783293,0.003318164,0.0007108982,0.0009224972,0.00005823374,0.0001472096,0.03289561],"genre_scores_gemma":[0.9965024,0.0002058022,0.0001994192,0.0004703491,0.002224389,0.00007924849,0.00008552212,0.0000479511,0.0001849485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5461812,"threshold_uncertainty_score":0.9999883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.292666427618484,"score_gpt":0.4061232382417129,"score_spread":0.1134568106232289,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}